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Product Measures and the Fubini Tonelli Theorems — Examples
1 · Prerequisites
- Absolute and Conditional Convergence; Rearrangement; Products
- Areas of Elementary Plane Figures
- Binary Operations, Monoids, Groups and Subgroups
- Compactness
- Compactness in Metric Spaces
- Completeness, Completion, and Uniform Continuity
- Construction of the Natural Numbers
- Construction of the Real Numbers via Cauchy Sequences
- Construction of the Real Numbers via Dedekind Cuts
- Continuity, IVT, EVT, and Uniform Continuity
- Cosets, Index and Lagrange's Theorem
- Countability and Uncountability
- Determinants of Matrices over a Commutative Ring
- Divisibility, Euclidean Domains, Principal Ideal Domains and Unique Factorisation
- Equivalent Forms of Completeness
- Filters and Ultrafilters
- Finite Counting, Factorials and Binomial Coefficients
- Finite Probability and the Probabilistic Method
- Foundations of the Real Numbers for Analysis
- Fubini and Change of Variables
- Fundamental Trigonometric Identities
- Further Trigonometric Identities and Inverse Functions
- Gaussian Elimination, Elementary Matrices and Reduced Row Echelon Form
- Group Actions, Orbits, Stabilisers and Cayley's Theorem
- Ideals, Quotient Rings and the Isomorphism Theorems for Rings
- Improper and Parameter-Dependent Multiple Integrals
- Improper Integrals
- Lebesgue Measure on Euclidean Space
- Limits of Real Functions
- limsup, liminf, and Subsequential Limits
- Linear Independence, Bases and Dimension
- Linear Transformations, Rank-Nullity and Quotient Spaces
- Matrices, the Matrix of a Linear Map, and Change of Basis
- Measurable Functions and Simple Approximation
- Measures and Their Basic Properties
- Metric Spaces
- Monotone Functions, Discontinuities, and Continuity Sets
- Monotone Sequences, Bolzano-Weierstrass, and Cauchy Completeness
- Normal Subgroups and Quotient Groups
- Order, Zorn's Lemma, and the Axiom of Choice
- Outer Measure and the Caratheodory Extension Theorem
- Polynomial Rings, the Division Algorithm and Roots
- Power Series and Real-Analytic Functions
- Product Measures and the Fubini Tonelli Theorems
- Properties of the Integral and the Working FTC
- Relations, Functions, and Quotients
- Rings, Subrings, Integral Domains and Fields
- Rⁿ as a Normed Space; Vector-Valued Functions
- Roots, Rational Powers, and Classical Inequalities
- Sequences and Limits
- Sequences and Series of Functions; Uniform Convergence
- Series: Convergence and the Nonnegative Tests
- Sigma Algebras and Borel Sets
- Simple Field Extensions and the Construction of the Complex Numbers
- Sine, Cosine, and the Definition of Pi
- Subspaces, Products, and Quotients
- Suprema and Infima
- Symmetric Groups, Cycle Decomposition and the Sign Homomorphism
- The Derivative and the Mean Value Theorems
- The Exponential Function
- The Inverse and Implicit Function Theorems
- The Lebesgue Integral and the Convergence Theorems
- The Logarithm and General Powers
- The Real Gamma and Beta Functions
- The Riemann Integral in Rᵐ and Jordan Content
- The Riemann Integral: Definition and Integrability
- The Topology of Euclidean Space
- The Total Derivative in ℝᵐ → ℝⁿ
- The ZFC Axioms and the Basic Set Constructions
- Topological Spaces and Continuity
- Topology of ℝ
- Vector Spaces, Linear Subspaces, Span and Direct Sums
- Volumes of Elementary Solids and Solids of Revolution
2 · Summary
The companion page keeps the concrete computations and failure witnesses close to the theorem chain: Gaussian and Basel-style product-integral computations first, then the sectionwise-measurable, non-sigma-finite, non-, nonuniqueness, incompleteness, and completion counterexamples that the A page points at.
3 · Logical flowchart
4 · Definitions, theorems and proofs
None yet.
5 · Examples, counterexamples and false statements
Tonelli and the plane polar formula give int_R e^{-x^2} dx = sqrt(pi)
Example
Let Then .
Facts & Assumptions
Given: The nonnegative function on .
Tonelli's theorem applies to nonnegative functions on . (Tonelli's theorem for nonnegative measurable functions on a sigma-finite product)
The plane Gaussian integral equals . (The plane Gaussian integral equals by polar coordinates)
Verification
Since is nonnegative, Tonelli gives
By [L2], the double integral in step 1.1 is . Since , it follows that and hence .
Tonelli and the geometric series compute int_0^1 int_0^1 1/(1-xy) dx dy = pi^2/6
Example
One has
Facts & Assumptions
Given: The function on .
For , the geometric series sums to . (For , , and for the series diverges)
Tonelli allows termwise summation of a nonnegative double series. (Tonelli's theorem for double series of nonnegative extended real numbers)
The classical Basel identity is
Verification
For , [L1] gives with nonnegative terms.
Tonelli and [L2] allow termwise integration:
Reindexing and applying [A1] yields
The region under x maps to x^2 on [0,1] has measure 1/3
Example
The set has planar Lebesgue measure .
Facts & Assumptions
Given: The function on .
The region under a nonnegative measurable function has product measure equal to its integral. (The region under a nonnegative measurable function is product-measurable and has measure equal to the integral)
The fundamental theorem of calculus evaluates . (The second fundamental theorem: if is differentiable on with and is integrable, then )
Verification
Applying [L1] to gives [L1]
Since , [L2] gives [L2, step 1.1] ∎
Cavalieri computes the area of the unit disc from its sections
Example
Let Then
Facts & Assumptions
Given: The unit disc .
Tonelli computes the area of a measurable set from the lengths of its sections. (Tonelli's theorem for nonnegative measurable functions on a sigma-finite product)
The unit ball in has area . (The closed form for the volume of the unit -ball)
Verification
For , the vertical section of is so ; outside the section is empty. Applying [L1] to therefore gives
The same set is the unit ball in , so [L2] gives
A set can have measurable horizontal and vertical sections and still fail to be product-measurable
Statement refuted
If has measurable horizontal and vertical sections for every parameter, then is product-measurable.
Counterexample
Assume the Axiom of Countable Choice. Let be the set of countable ordinals, let be the sigma-algebra of countable and cocountable subsets of , and define
Facts & Assumptions
Given: The set above.
A sigma-algebra is closed under complements and countable unions (Sigma-algebras), and under countable choice a countable union of countable sets is countable (The Axiom of Countable Choice (), Countable unions of at most countable sets, assuming ). Hence the countable-cocountable family on an uncountable set is a sigma-algebra.
For sigma-finite measures, the two iterated section-measure integrals of a product-measurable set agree. (For sigma-finite measures, the two section-measure integrals of a measurable set agree)
Define on by for countable and for cocountable . The same countable-union argument as in [L1] shows that is a finite measure on .
Verification
For each , the section is countable by the choice of , hence measurable for . For each , the section has countable complement , hence is cocountable and measurable.
Suppose for contradiction that were product-measurable for . Since , the measure is finite and hence sigma-finite, so [L2] would give But step 1.1 makes for every and for every , so the two sides are and , a contradiction. Therefore is not product-measurable, even though all of its sections are measurable. Thus the displayed implication is false.
The diagonal under Lebesgue times counting measure shows that Tonelli needs sigma-finiteness
Statement refuted
Tonelli's theorem holds without any sigma-finiteness hypothesis.
Counterexample
Let , let be Lebesgue measure on , let be counting measure on , and let
Facts & Assumptions
Given: Lebesgue measure on , counting measure on , and the diagonal set .
For every , the horizontal and vertical sections of the diagonal are and .
Verification
For fixed , the section has counting measure , so
For fixed , the section has Lebesgue measure , so The iterated integrals are unequal, so Tonelli fails once the counting-measure factor is not sigma-finite.
The function (x^2-y^2)/(x^2+y^2)^2 shows that Fubini's integrability hypothesis is not decorative
Statement refuted
Fubini's theorem remains valid if one deletes the assumption .
Counterexample
On , let
Facts & Assumptions
Given: The function above.
The principal inverse tangent satisfies and (Principal arctangent: derivative, integral, power series, and the Gregory–Leibniz series)
On one has , so the rational functions written below are well-defined and differentiable.
Verification
Direct differentiation gives
Integrating the first identity of step 1.1 in from to gives Integrating in and applying [L1] yields
Repeating the same calculation with the second identity of step 1.1 gives Therefore the iterated integrals exist and are unequal, so the conclusion of Fubini fails. In particular , because otherwise Fubini's theorem for L^1 functions on a sigma-finite product would force them to agree.
Equal iterated integrals still do not imply product integrability
Statement refuted
If both iterated integrals of a function exist and are equal, then the function must belong to .
Counterexample
Let on , and define on by Give the product of Lebesgue measure with counting measure on , and give Lebesgue measure.
Facts & Assumptions
Given: The function above.
The function from The function (x^2-y^2)/(x^2+y^2)^2 shows that Fubini's integrability hypothesis is not decorative has two existing iterated integrals equal to and , and it is not in .
Verification
The first copy of contributes the two iterated values of , while the second copy contributes the same values with the order reversed. Therefore both iterated integrals of exist and are equal to
The absolute integral of is the sum of the absolute integrals of the two copies, so it is still infinite because each copy carries the non- singularity of [L1]. Thus equal iterated integrals do not imply -integrability.
Without sigma-finiteness, the rectangle formula need not determine a unique product measure
Statement refuted
The rectangle formula determines at most one product measure even without sigma-finiteness.
Counterexample
Let be Lebesgue measure on , let be counting measure on , let , and let be the two measures on the product sigma-algebra supplied by the standard non-sigma-finite Lebesgue/counting construction in the listed Tao source.
Facts & Assumptions
Given: Lebesgue measure on , counting measure on , and the diagonal .
The listed Tao source's standard non-sigma-finite Lebesgue/counting construction yields measures on the product sigma-algebra such that on measurable rectangles and .
Verification
By [L1], and agree on every measurable rectangle.
The same fact [L1, step 1.1] gives , so the two measures are distinct. Therefore the rectangle formula does not determine a unique product measure without sigma-finiteness.
A nonmeasurable subset of a null line shows that the product of complete measures need not be complete
Statement refuted
Assuming the Axiom of Countable Choice, the product of two complete measure spaces is always complete.
Counterexample
Let be a non-Lebesgue-measurable set, and consider
Facts & Assumptions
Given: The Axiom of Countable Choice (The Axiom of Countable Choice ()), a non-Lebesgue-measurable set , and the set .
Every section of a product-measurable set is measurable. (Every section of a product-measurable set is measurable)
Assuming countable choice, Lebesgue measure is sigma-finite. (Lebesgue measure is sigma-finite, and every metrically bounded subset of has finite outer measure)
For sigma-finite factors, the product measure satisfies the rectangle formula. (For sigma-finite factors, the product measure exists, has the rectangle formula, is sigma-finite, and is unique)
Assuming countable choice, every singleton is Lebesgue null. (Every at most countable subset of is Lebesgue null; in particular )
Assuming countable choice, Euclidean Lebesgue measure is complete. (Assuming countable choice, is a sigma-algebra containing every elementary set and is a complete measure extending elementary volume)
Verification
By [L2], both factors are sigma-finite. For each integer , [L3] and [L4] give Hence is product-measurable and product-null, and is a subset of a product-null set.
If belonged to , then its horizontal section would be , which is not Lebesgue measurable. Thus is not product-measurable, even though step 1.1 places it inside a product-null set. Since [L5] makes both factor spaces complete, their product measure space is not complete.
A completed-product measurable set can have a nonmeasurable exceptional section
Statement refuted
Every section of a completed-product measurable function is measurable.
Counterexample
Let be non-Lebesgue-measurable and let Put .
Facts & Assumptions
Given: The function above.
The set is contained in a planar null set, so it becomes measurable after completing the product measure. (A nonmeasurable subset of a null line shows that the product of complete measures need not be complete)
Verification
By [L1], the indicator is measurable for the completed product measure.
The section at is , whose support is not Lebesgue measurable. Hence is not measurable. So completed-product measurability gives section measurability only almost everywhere, not at every parameter.
Sources
- Gerald B. Folland, Real Analysis, 2nd ed., Proposition 2.53
- Gerald B. Folland, Real Analysis, 2nd ed., Exercise 55(b)
- Terence Tao, An Introduction to Measure Theory, Exercise 1.7.24
- Gerald B. Folland, Real Analysis, 2nd ed., Exercise 47
- Gerald B. Folland, Real Analysis, 2nd ed., Exercise 46
- Gerald B. Folland, Real Analysis, 2nd ed., Exercise 55(a)
- Terence Tao, An Introduction to Measure Theory, Exercise 1.7.23
- Terence Tao, An Introduction to Measure Theory, Remark 1.7.12
- John K. Hunter, Measure Theory, Example 5.20